--- layout: documentation title: Malloy Documentation footer: /generated/footers/visualizations/scatter_charts.html ---

Scatter Charts

Scatter charts compare two numeric values. The data styles for the subsequent examples is:

{
  "seats_by_distance": {
    "renderer": "scatter_chart"
  }
}

Run as a nested subtable 

query: flights -> {
  nest: seats_by_distance_scatter_chart is {
    group_by: seats is aircraft.aircraft_models.seats
    group_by: distance is distance
    aggregate: route_count is count(distinct concat(origin_code, destination_code))
  }
}
QUERY RESULTS
seats_​by_​distance_​scatter_​chart
0100200300400500seats01,0002,0003,0004,0005,000distance129route_count
[
  {
    "seats_by_distance_scatter_chart": [
      {
        "seats": 32,
        "distance": 0,
        "route_count": 29
      },
      {
        "seats": 55,
        "distance": 0,
        "route_count": 27
      },
      {
        "seats": null,
        "distance": 296,
        "route_count": 19
      },
      {
        "seats": null,
        "distance": 0,
        "route_count": 18
      },
      {
        "seats": 149,
        "distance": 296,
        "route_count": 14
      },
      {
        "seats": null,
        "distance": 328,
        "route_count": 14
      },
      {
        "seats": null,
        "distance": 223,
        "route_count": 13
      },
      {
        "seats": null,
        "distance": 116,
        "route_count": 13
      },
      {
        "seats": null,
        "distance": 227,
        "route_count": 12
      },
      {
        "seats": null,
        "distance": 214,
        "route_count": 12
      },
      {
        "seats": null,
        "distance": 228,
        "route_count": 12
      },
      {
        "seats": null,
        "distance": 403,
        "route_count": 12
      },
      {
        "seats": 55,
        "distance": 227,
        "route_count": 12
      },
      {
        "seats": null,
        "distance": 508,
        "route_count": 12
      },
      {
        "seats": null,
        "distance": 289,
        "route_count": 12
      },
      {
        "seats": 4,
        "distance": 296,
        "route_count": 12
      },
      {
        "seats": 2,
        "distance": 296,
        "route_count": 12
      },
      {
        "seats": 55,
        "distance": 403,
        "route_count": 11
      },
      {
        "seats": null,
        "distance": 201,
        "route_count": 11
      },
      {
        "seats": null,
        "distance": 94,
        "route_count": 11
      },
      {
        "seats": null,
        "distance": 651,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 224,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 612,
        "route_count": 10
      },
      {
        "seats": 149,
        "distance": 183,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 251,
        "route_count": 10
      },
      {
        "seats": 149,
        "distance": 328,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 185,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 321,
        "route_count": 10
      },
      {
        "seats": 55,
        "distance": 416,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 528,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 604,
        "route_count": 10
      },
      {
        "seats": 55,
        "distance": 214,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 317,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 325,
        "route_count": 10
      },
      {
        "seats": 55,
        "distance": 317,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 1671,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 181,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 177,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 861,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 370,
        "route_count": 10
      },
      {
        "seats": 55,
        "distance": 116,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 491,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 304,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 462,
        "route_count": 10
      },
      {
        "seats": 149,
        "distance": 289,
        "route_count": 10
      },
      {
        "seats": 55,
        "distance": 475,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 416,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 550,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 284,
        "route_count": 10
      },
      {
        "seats": 55,
        "distance": 458,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 335,
        "route_count": 10
      },
      {
        "seats": 149,
        "distance": 972,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 342,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 273,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 859,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 396,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 183,
        "route_count": 10
      },
      {
        "seats": 116,
        "distance": 296,
        "route_count": 10
      },
      {
        "seats": 55,
        "distance": 160,
        "route_count": 10
      },
      {
        "seats": 2,
        "distance": 228,
        "route_count": 10
      },
      {
        "seats": null,
        "distance": 589,
        "route_count": 9
      },
      {
        "seats": null,
        "distance": 432,
        "route_count": 9
      },
      {
        "seats": 55,
        "distance": 631,
        "route_count": 9
      },
      {
        "seats": null,
        "distance": 319,
        "route_count": 9
      },
      {
        "seats": null,
        "distance": 134,
        "route_count": 9
      },
      {
        "seats": 55,
        "distance": 247,
        "route_count": 9
      },
      {
        "seats": 55,
        "distance": 642,
        "route_count": 9
      },
      {
        "seats": 55,
        "distance": 604,
        "route_count": 9
      },
      {
        "seats": null,
        "distance": 406,
        "route_count": 9
      },
      {
        "seats": null,
        "distance": 288,
        "route_count": 9
      },
      {
        "seats": 149,
        "distance": 201,
        "route_count": 9
      },
      {
        "seats": 55,
        "distance": 134,
        "route_count": 9
      },
      {
        "seats": null,
        "distance": 197,
        "route_count": 9
      },
      {
        "seats": 4,
        "distance": 227,
        "route_count": 9
      },
      {
        "seats": 2,
        "distance": 223,
        "route_count": 9
      },
      {
        "seats": 4,
        "distance": 328,
        "route_count": 9
      },
      {
        "seats": 149,
        "distance": 223,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 957,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 651,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 1013,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 335,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 213,
        "route_count": 8
      },
      {
        "seats": 179,
        "distance": 1671,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 365,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 666,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 268,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 693,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 487,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 237,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 861,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 109,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 224,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 329,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 403,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 321,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 987,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 258,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 157,
        "route_count": 8
      },
      {
        "seats": 200,
        "distance": 1671,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 185,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 587,
        "route_count": 8
      },
      {
        "seats": 172,
        "distance": 861,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 267,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 270,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 405,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 1107,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 256,
        "route_count": 8
      },
      {
        "seats": 178,
        "distance": 651,
        "route_count": 8
      },
      {
        "seats": 178,
        "distance": 946,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 550,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 533,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 758,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 336,
        "route_count": 8
      },
      {
        "seats": 179,
        "distance": 185,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 383,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 587,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 282,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 1182,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 143,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 449,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 533,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 588,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 200,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 264,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 329,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 589,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 330,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 528,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 365,
        "route_count": 8
      },
      {
        "seats": 179,
        "distance": 651,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 590,
        "route_count": 8
      },
      {
        "seats": 178,
        "distance": 861,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 594,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 773,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 631,
        "route_count": 8
      },
      {
        "seats": 124,
        "distance": 296,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 532,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 693,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 238,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 336,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 461,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 590,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 834,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 383,
        "route_count": 8
      },
      {
        "seats": 32,
        "distance": 237,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 925,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 229,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 419,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 508,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 157,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 270,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 802,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 282,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 532,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 588,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 595,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 515,
        "route_count": 8
      },
      {
        "seats": 116,
        "distance": 946,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 392,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 123,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 853,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 192,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 160,
        "route_count": 8
      },
      {
        "seats": 116,
        "distance": 370,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 793,
        "route_count": 8
      },
      {
        "seats": 32,
        "distance": 223,
        "route_count": 8
      },
      {
        "seats": 32,
        "distance": 273,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 595,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 247,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 501,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 503,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 487,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 410,
        "route_count": 8
      },
      {
        "seats": 178,
        "distance": 1671,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 642,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 174,
        "route_count": 8
      },
      {
        "seats": 172,
        "distance": 370,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 563,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 453,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 872,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 500,
        "route_count": 8
      },
      {
        "seats": 2,
        "distance": 227,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 946,
        "route_count": 8
      },
      {
        "seats": 2,
        "distance": 528,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 373,
        "route_count": 8
      },
      {
        "seats": 55,
        "distance": 821,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 451,
        "route_count": 8
      },
      {
        "seats": 149,
        "distance": 1671,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 468,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 120,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 393,
        "route_count": 8
      },
      {
        "seats": 2,
        "distance": 861,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 489,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 410,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 1020,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 1069,
        "route_count": 8
      },
      {
        "seats": 4,
        "distance": 487,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 753,
        "route_count": 8
      },
      {
        "seats": 4,
        "distance": 181,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 668,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 838,
        "route_count": 8
      },
      {
        "seats": 178,
        "distance": 229,
        "route_count": 8
      },
      {
        "seats": 4,
        "distance": 228,
        "route_count": 8
      },
      {
        "seats": 1,
        "distance": 296,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 821,
        "route_count": 8
      },
      {
        "seats": 6,
        "distance": 651,
        "route_count": 8
      },
      {
        "seats": 4,
        "distance": 223,
        "route_count": 8
      },
      {
        "seats": 2,
        "distance": 282,
        "route_count": 8
      },
      {
        "seats": 19,
        "distance": 487,
        "route_count": 8
      },
      {
        "seats": 179,
        "distance": 336,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 458,
        "route_count": 8
      },
      {
        "seats": 1,
        "distance": 487,
        "route_count": 8
      },
      {
        "seats": 4,
        "distance": 214,
        "route_count": 8
      },
      {
        "seats": 2,
        "distance": 651,
        "route_count": 8
      },
      {
        "seats": 2,
        "distance": 328,
        "route_count": 8
      },
      {
        "seats": 2,
        "distance": 214,
        "route_count": 8
      },
      {
        "seats": 4,
        "distance": 264,
        "route_count": 8
      },
      {
        "seats": 2,
        "distance": 487,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 142,
        "route_count": 8
      },
      {
        "seats": 4,
        "distance": 325,
        "route_count": 8
      },
      {
        "seats": 10,
        "distance": 1671,
        "route_count": 8
      },
      {
        "seats": 7,
        "distance": 342,
        "route_count": 8
      },
      {
        "seats": 6,
        "distance": 227,
        "route_count": 8
      },
      {
        "seats": null,
        "distance": 892,
        "route_count": 7
      },
      {
        "seats": 172,
        "distance": 224,
        "route_count": 7
      },
      {
        "seats": 55,
        "distance": 174,
        "route_count": 7
      },
      {
        "seats": 55,
        "distance": 418,
        "route_count": 7
      },
      {
        "seats": 149,
        "distance": 304,
        "route_count": 7
      },
      {
        "seats": null,
        "distance": 187,
        "route_count": 7
      },
      {
        "seats": 55,
        "distance": 213,
        "route_count": 7
      },
      {
        "seats": 55,
        "distance": 802,
        "route_count": 7
      },
      {
        "seats": 55,
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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        "seats": 275,
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      },
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      },
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      },
      {
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      },
      {
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        "distance": 1695,
        "route_count": 1
      },
      {
        "seats": 55,
        "distance": 51,
        "route_count": 1
      },
      {
        "seats": 1,
        "distance": 605,
        "route_count": 1
      },
      {
        "seats": 2,
        "distance": 588,
        "route_count": 1
      },
      {
        "seats": 300,
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        "route_count": 1
      },
      {
        "seats": 19,
        "distance": 793,
        "route_count": 1
      }
    ]
  }
]
WITH __stage0 AS (
  SELECT
    group_set,
    CASE WHEN group_set=1 THEN
      aircraft_models_0.seats
      END as seats__1,
    CASE WHEN group_set=1 THEN
      flights.distance
      END as distance__1,
    CASE WHEN group_set=1 THEN
      count(distinct concat(flights.origin,flights.destination))
      END as route_count__1
  FROM `malloy-data.faa.flights` as flights
  LEFT JOIN `malloy-data.faa.aircraft` AS aircraft_0
    ON aircraft_0.tail_num=flights.tail_num
  LEFT JOIN `malloy-data.faa.aircraft_models` AS aircraft_models_0
    ON aircraft_models_0.aircraft_model_code=aircraft_0.aircraft_model_code
  CROSS JOIN (SELECT row_number() OVER() -1  group_set FROM UNNEST(GENERATE_ARRAY(0,1,1)))
  GROUP BY 1,2,3
)
SELECT
  ARRAY_AGG(CASE WHEN group_set=1 THEN STRUCT(
    seats__1 as seats, 
    distance__1 as distance, 
    route_count__1 as route_count
    ) END IGNORE NULLS  ORDER BY  route_count__1 desc ) as seats_by_distance_scatter_chart
FROM __stage0

Run as a trellis 

query: flights -> {
  group_by: origin_code
  nest: seats_by_distance_scatter_chart is {
    group_by: seats is aircraft.aircraft_models.seats
    group_by: distance is distance
    aggregate: route_count is count(distinct concat(origin_code, destination_code))
  }
}
QUERY RESULTS
origin_​codeseats_​by_​distance_​scatter_​chart
ABE
020406080100120140160180200seats02004006008001,000distance1route_count
ABI
01020304050seats050100150200250300350distance1route_count
ABQ
050100150200250300350seats05001,0001,5002,000distance1route_count
ABY
01020304050607080seats050100150distance1route_count
ACK
01020304050seats050100150200distance1route_count
[
  {
    "origin_code": "ABE",
    "seats_by_distance_scatter_chart": [
      {
        "seats": 22,
        "distance": 692,
        "route_count": 1
      },
      {
        "seats": null,
        "distance": 906,
        "route_count": 1
      },
      {
        "seats": 29,
        "distance": 160,
        "route_count": 1
      },
      {
        "seats": null,
        "distance": 253,
        "route_count": 1
      },
      {
        "seats": 149,
        "distance": 480,
        "route_count": 1
      },
      {
        "seats": 55,
        "distance": 503,
        "route_count": 1
      },
      {
        "seats": 149,
        "distance": 654,
        "route_count": 1
      },
      {
        "seats": null,
        "distance": 654,
        "route_count": 1
      },
      {
        "seats": 116,
        "distance": 424,
        "route_count": 1
      },
      {
        "seats": 55,
        "distance": 692,
        "route_count": 1
      },
      {
        "seats": 55,
        "distance": 339,
        "route_count": 1
      },
      {
        "seats": 116,
        "distance": 253,
        "route_count": 1
      },
      {
        "seats": 55,
        "distance": 654,
        "route_count": 1
      },
      {
        "seats": 134,
        "distance": 654,
        "route_count": 1
      },
      {
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      {
        "seats": 124,
        "distance": 487,
        "route_count": 1
      },
      {
        "seats": 10,
        "distance": 328,
        "route_count": 1
      },
      {
        "seats": 7,
        "distance": 569,
        "route_count": 1
      },
      {
        "seats": 3,
        "distance": 569,
        "route_count": 1
      },
      {
        "seats": 10,
        "distance": 677,
        "route_count": 1
      },
      {
        "seats": 10,
        "distance": 580,
        "route_count": 1
      },
      {
        "seats": 128,
        "distance": 328,
        "route_count": 1
      },
      {
        "seats": 19,
        "distance": 328,
        "route_count": 1
      },
      {
        "seats": 32,
        "distance": 289,
        "route_count": 1
      },
      {
        "seats": null,
        "distance": 628,
        "route_count": 1
      },
      {
        "seats": 16,
        "distance": 1118,
        "route_count": 1
      },
      {
        "seats": 124,
        "distance": 628,
        "route_count": 1
      },
      {
        "seats": 8,
        "distance": 1269,
        "route_count": 1
      },
      {
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        "distance": 328,
        "route_count": 1
      },
      {
        "seats": 189,
        "distance": 744,
        "route_count": 1
      },
      {
        "seats": null,
        "distance": 487,
        "route_count": 1
      },
      {
        "seats": 8,
        "distance": 493,
        "route_count": 1
      },
      {
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      },
      {
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        "distance": 1118,
        "route_count": 1
      },
      {
        "seats": 189,
        "distance": 321,
        "route_count": 1
      },
      {
        "seats": 200,
        "distance": 1118,
        "route_count": 1
      },
      {
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        "distance": 744,
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      },
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      },
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      },
      {
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        "route_count": 1
      },
      {
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        "distance": 332,
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      },
      {
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        "distance": 349,
        "route_count": 1
      },
      {
        "seats": 10,
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      },
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      },
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      },
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      },
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      },
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      },
      {
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        "distance": 580,
        "route_count": 1
      },
      {
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        "distance": 580,
        "route_count": 1
      },
      {
        "seats": 128,
        "distance": 1121,
        "route_count": 1
      },
      {
        "seats": 32,
        "distance": 677,
        "route_count": 1
      },
      {
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        "distance": 580,
        "route_count": 1
      },
      {
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        "distance": 744,
        "route_count": 1
      },
      {
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      },
      {
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        "route_count": 1
      },
      {
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        "distance": 744,
        "route_count": 1
      },
      {
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        "distance": 487,
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      },
      {
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        "distance": 277,
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      },
      {
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      },
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        "distance": 896,
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      },
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      },
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      },
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      },
      {
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        "distance": 487,
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      },
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        "distance": 889,
        "route_count": 1
      },
      {
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        "distance": 744,
        "route_count": 1
      },
      {
        "seats": 128,
        "distance": 321,
        "route_count": 1
      },
      {
        "seats": 128,
        "distance": 332,
        "route_count": 1
      },
      {
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        "distance": 332,
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      },
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        "distance": 1240,
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      },
      {
        "seats": 128,
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        "route_count": 1
      },
      {
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        "distance": 1411,
        "route_count": 1
      },
      {
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        "route_count": 1
      },
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        "route_count": 1
      },
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        "route_count": 1
      },
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        "distance": 934,
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      },
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        "distance": 677,
        "route_count": 1
      },
      {
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        "route_count": 1
      },
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        "distance": 934,
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      },
      {
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        "distance": 934,
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      },
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        "distance": 332,
        "route_count": 1
      },
      {
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        "distance": 223,
        "route_count": 1
      },
      {
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        "distance": 289,
        "route_count": 1
      },
      {
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        "distance": 487,
        "route_count": 1
      },
      {
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        "route_count": 1
      },
      {
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        "distance": 277,
        "route_count": 1
      },
      {
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        "distance": 896,
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      },
      {
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        "distance": 1552,
        "route_count": 1
      },
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        "distance": 487,
        "route_count": 1
      },
      {
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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      },
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        "distance": 889,
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      },
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      },
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      },
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      },
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      },
      {
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        "distance": 1180,
        "route_count": 1
      },
      {
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        "distance": 280,
        "route_count": 1
      },
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      },
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      },
      {
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      },
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      },
      {
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      },
      {
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        "distance": 628,
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      },
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      },
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      },
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      },
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      },
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        "distance": 889,
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      },
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        "route_count": 1
      },
      {
        "seats": 55,
        "distance": 653,
        "route_count": 1
      },
      {
        "seats": null,
        "distance": 1805,
        "route_count": 1
      },
      {
        "seats": 10,
        "distance": 289,
        "route_count": 1
      },
      {
        "seats": 4,
        "distance": 289,
        "route_count": 1
      },
      {
        "seats": 1,
        "distance": 328,
        "route_count": 1
      },
      {
        "seats": 189,
        "distance": 487,
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      },
      {
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        "distance": 889,
        "route_count": 1
      },
      {
        "seats": 2,
        "distance": 1240,
        "route_count": 1
      },
      {
        "seats": 2,
        "distance": 759,
        "route_count": 1
      },
      {
        "seats": 2,
        "distance": 677,
        "route_count": 1
      },
      {
        "seats": 11,
        "distance": 677,
        "route_count": 1
      },
      {
        "seats": 8,
        "distance": 934,
        "route_count": 1
      },
      {
        "seats": 330,
        "distance": 1269,
        "route_count": 1
      },
      {
        "seats": 2,
        "distance": 718,
        "route_count": 1
      },
      {
        "seats": 124,
        "distance": 934,
        "route_count": 1
      },
      {
        "seats": 2,
        "distance": 889,
        "route_count": 1
      },
      {
        "seats": 8,
        "distance": 223,
        "route_count": 1
      },
      {
        "seats": 128,
        "distance": 223,
        "route_count": 1
      },
      {
        "seats": 1,
        "distance": 677,
        "route_count": 1
      },
      {
        "seats": 178,
        "distance": 934,
        "route_count": 1
      },
      {
        "seats": 189,
        "distance": 328,
        "route_count": 1
      },
      {
        "seats": 19,
        "distance": 934,
        "route_count": 1
      },
      {
        "seats": 255,
        "distance": 1240,
        "route_count": 1
      },
      {
        "seats": 124,
        "distance": 759,
        "route_count": 1
      },
      {
        "seats": 142,
        "distance": 493,
        "route_count": 1
      },
      {
        "seats": 178,
        "distance": 677,
        "route_count": 1
      },
      {
        "seats": 37,
        "distance": 744,
        "route_count": 1
      },
      {
        "seats": 128,
        "distance": 493,
        "route_count": 1
      },
      {
        "seats": 21,
        "distance": 321,
        "route_count": 1
      }
    ]
  },
  {
    "origin_code": "ABY",
    "seats_by_distance_scatter_chart": [
      {
        "seats": 55,
        "distance": 146,
        "route_count": 1
      },
      {
        "seats": 76,
        "distance": 146,
        "route_count": 1
      },
      {
        "seats": 7,
        "distance": 146,
        "route_count": 1
      },
      {
        "seats": null,
        "distance": 146,
        "route_count": 1
      },
      {
        "seats": 32,
        "distance": 146,
        "route_count": 1
      },
      {
        "seats": null,
        "distance": 75,
        "route_count": 1
      },
      {
        "seats": 55,
        "distance": 86,
        "route_count": 1
      },
      {
        "seats": 4,
        "distance": 146,
        "route_count": 1
      }
    ]
  },
  {
    "origin_code": "ACK",
    "seats_by_distance_scatter_chart": [
      {
        "seats": 55,
        "distance": 218,
        "route_count": 1
      },
      {
        "seats": 37,
        "distance": 218,
        "route_count": 1
      },
      {
        "seats": null,
        "distance": 218,
        "route_count": 1
      }
    ]
  }
]
WITH __stage0 AS (
  SELECT
    group_set,
    CASE WHEN group_set IN (0,1) THEN
      flights.origin
      END as origin_code__0,
    CASE WHEN group_set=1 THEN
      aircraft_models_0.seats
      END as seats__1,
    CASE WHEN group_set=1 THEN
      flights.distance
      END as distance__1,
    CASE WHEN group_set=1 THEN
      count(distinct concat(flights.origin,flights.destination))
      END as route_count__1
  FROM `malloy-data.faa.flights` as flights
  LEFT JOIN `malloy-data.faa.aircraft` AS aircraft_0
    ON aircraft_0.tail_num=flights.tail_num
  LEFT JOIN `malloy-data.faa.aircraft_models` AS aircraft_models_0
    ON aircraft_models_0.aircraft_model_code=aircraft_0.aircraft_model_code
  CROSS JOIN (SELECT row_number() OVER() -1  group_set FROM UNNEST(GENERATE_ARRAY(0,1,1)))
  GROUP BY 1,2,3,4
)
SELECT
  origin_code__0 as origin_code,
  ARRAY_AGG(CASE WHEN group_set=1 THEN STRUCT(
    seats__1 as seats, 
    distance__1 as distance, 
    route_count__1 as route_count
    ) END IGNORE NULLS  ORDER BY  route_count__1 desc ) as seats_by_distance_scatter_chart
FROM __stage0
GROUP BY 1
ORDER BY 1 asc